Multi-Agents LLM Financial Trading Framework

TradingAgents is an open-source multi-agent framework that uses specialized large language models to simulate real-world trading firm dynamics, with agents serving as fundamental analysts, sentiment experts, technical analysts, and traders who collaborate to evaluate markets and make trading decisions. The framework has released multiple versions since 2026, with the latest v0.4.0 adding look-ahead fixes, improved decision signals, and support for additional models like GPT-5.6 and GLM-5.3. The developers emphasize this is a research tool and not financial advice, as trading performance varies based on factors including the chosen models and market conditions.